How to make a View column with a display name and an underlying URL?

How to make a View column with a display name and an underlying URL?

I have form/table with several hundred rows with two fields:
Advertiser_Name (example: "Ford")
Advertiser_URL (example: "http://www.ford.com")

When I create a View including the above columns, how can I show JUST the company name, but make it a clickable link with the Company URL? Normally, I would create the following:

<a href='http://www.ford.com' target='_blank'>Ford</a>

I assume I can do this in the "View Definition" screen. Is that correct?

Please provide instructions and a code snippet.